Access Networks with Machine Learning
Summary
The European Patent Office published patent EP4515727A1 for Deepsig Inc., covering machine learning methods for telecommunications access networks. The patent names Timothy O'Shea, Jonathan Corgan, Nitin Nair, Nathan West, James Shea, and Timothy Newman as inventors. No compliance obligations or deadlines are associated with this patent publication.
What changed
The EPO published European patent application EP4515727A1 for Deepsig Inc. on March 25, 2026. The patent covers machine learning methods applied to access networks, with IPC classifications including G06N 3/09, G06N 3/0464, and G06N 3/045 (neural networks and deep learning), and H04L 25/02, H04L 25/03, H04L 27/26 (telecommunications). The designated states cover major European economies including Germany, France, the United Kingdom, Italy, Spain, and the Netherlands.
Technology companies and telecommunications firms developing AI/ML solutions for network infrastructure should review this patent for Freedom to Operate considerations. Patent owners should evaluate filing strategies in national jurisdictions. This publication does not create any compliance obligations or deadlines for third parties.
Source document (simplified)
ACCESS NETWORKS WITH MACHINE LEARNING
Publication EP4515721A1 Kind: A1 Mar 25, 2026
Applicants
Deepsig Inc.
Inventors
O'SHEA, Timothy James, CORGAN, Jonathan, NAIR, Nitin, WEST, Nathan, SHEA, James, NEWMAN, Timothy
IPC Classifications
H04L 25/02 20060101AFI20260218BHEP H04L 25/03 20060101ALI20260218BHEP H04L 27/26 20060101ALI20260218BHEP G06N 3/09 20230101ALI20260218BHEP G06N 3/0464 20230101ALI20260218BHEP G06N 3/045 20230101ALI20260218BHEP G06N 3/048 20230101ALN20260218BHEP
Designated States
AL, AT, BE, BG, CH, CY, CZ, DE, DK, EE, ES, FI, FR, GB, GR, HR, HU, IE, IS, IT, LI, LT, LU, LV, MC, ME, MK, MT, NL, NO, PL, PT, RO, RS, SE, SI, SK, SM, TR
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